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math.ST2012★ 3 cited
Asymptotics for penalized spline estimators in quantile regression
Takuma Yoshida
Quantile regression predicts the -quantile of the conditional distribution of a response variable given the explanatory variable for . The aim of this paper is to est…
math.ST2012
Semiparametric Penalized Spline Regression
Takuma Yoshida, Kanta Naito
In this paper, we propose a new semiparametric regression estimator by using a hybrid technique of a parametric approach and a nonparametric penalized spline method. The overall sh…